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Consider two decision problems Q1, Q2 such that Q1 reduces in polynomial time to 3-SAT and 3-SAT reduces in polynomial time to Q2. Then which one of the following is consistent with the above statement?

(A) Q1 is in NP, Q2 is NP hard
(B) Q2 is in NP, Q1 is NP hard
(C) Both Q1 and Q2 are in NP
(D) Both Q1 and Q2 are in NP hard

User Nerd
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Final answer:

The correct answer is (B) Q2 is in NP, Q1 is NP hard.Based on the reductions given between Q1, 3-SAT, and Q2, Q1 is in NP, and Q2 is NP-hard, which aligns with option (A).

Step-by-step explanation:

If decision problem Q1 reduces in polynomial time to 3-SAT and 3-SAT reduces in polynomial time to Q2, then it is possible to infer certain things about the complexity classes of Q1 and Q2. Since 3-SAT is a well-known NP-complete problem, any problem to which 3-SAT can be reduced in polynomial time is at least as hard as 3-SAT, meaning that Q2 is NP-hard. Conversely, if Q1 can be reduced to 3-SAT, this implies that Q1 is at most as hard as 3-SAT, and since 3-SAT is in NP, Q1 is also in NP. Therefore, Q1 is in NP, Q2 is NP-hard, which is consistent with option (A).

This is consistent with the statement that Q1 reduces in polynomial time to 3-SAT and 3-SAT reduces in polynomial time to Q2. If Q1 is in NP, then it means that there exists a non-deterministic polynomial time Turing machine that can decide the language of Q1. On the other hand, if 3-SAT reduces in polynomial time to Q2, it means that Q2 is at least as hard as 3-SAT. Therefore, Q1 is NP hard.

Hence, Q2 is in NP and Q1 is NP hard.

User Nilanga Saluwadana
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